Data Loading / QC

if (!is.null(citeSeqCountDir)) {
  saturation <- PlotLibrarySaturation(citeSeqCountDir, metricsFile = metricsFile)
}

barcodeData_t <- (read.csv(rawCountData, header = TRUE, row.names = 1))
zeros <- row.names(barcodeData_t[barcodeData_t$Bar1 == 0,])
barcodeData_t_fin <- barcodeData_t[!row.names(barcodeData_t) %in% zeros,]
barcodeData <- t(barcodeData_t_fin)

# barcodeData <- ProcessCountMatrix(rawCountData = rawCountData, minCountPerCell = minCountPerCell, barcodeWhitelist = barcodeWhitelist, saveOriginalCellBarcodeFile = saveOriginalCellBarcodeFile, metricsFile = metricsFile)

# barcodeData <- readRDS(rawCountData)
# barcodeData <- t(read.csv(rawCountData, header = TRUE, row.names = 1))

if (nrow(barcodeData) == 0) {
  stop('No passing barcodes')
}

if (ncol(barcodeData) == 0) {
  stop('No passing cells')
}
min_average_reads = 10
sel <- rowMeans(barcodeData) > min_average_reads
# sel2 <- colMeans(barcodeData) > min_average_reads
barcodeData <- barcodeData[sel,]
# barcodeData <- barcodeData[,sel2]
# barcodeData <- barcodeData + 1
# barcodeData <- barcodeData[c('MS-5', 'MS-7','MS-8'),]
seuratObj <- Seurat::CreateSeuratObject(barcodeData, assay = 'HTO')
print("Checking for non-bimodal distributions for HTO Barcode counts")

## [1] "Checking for non-bimodal distributions for HTO Barcode counts"

res <- generateBFFGridPlot(barcodeData, barcodeBlocklist = NULL, "Log(Counts + 1)", "Raw Count Distributions with BQN Thresholds")

## [1] "Threshold for Bar3 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar6 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar10 may be placed too low, recalculating with more smoothing."

BFFBarcodeBlocklist <- res
if (!is.null(BFFBarcodeBlocklist)) {
  print(paste0("Barcodes ", paste0(BFFBarcodeBlocklist, collapse = ","), " will be excluded from BFF analysis because the data is not sufficiently bimodal."))
} else {
  print("All HTO Barcode distributions are sufficiently bimodal for BFF analysis.")
}

## [1] "Barcodes NULL,list(Bar12 = 2.13720180557809, Bar11 = 2.01111712441938, Bar10 = 2.08088048128782, Bar9 = 2.07794711477781, Bar8 = 2.07771861875896, Bar7 = 2.0917738778876, Bar6 = 1.80968713395522, Bar5 = 2.00906871219362, Bar4 = 2.86109948386257, Bar3 = 1.87324181409612, Bar2 = 3.04498506187217, Bar1 = 2.33152571301815),c(0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, \n0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 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0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, \n0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, \n0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, \n0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0),c(1.56353632924093, 2.31232074045995) will be excluded from BFF analysis because the data is not sufficiently bimodal."

# 
# print(row.names(barcodeData))

Normalization / QC

These plots are designed to provide visualization of potential normalizations.

PlotNormalizationQC(barcodeData)

## [1] "Threshold for Bar3 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar6 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar10 may be placed too low, recalculating with more smoothing."

## [1] "Printing Raw Count QC Plots"

## [1] "Running tSNE with perplexity: 100 for normalization: Raw"

## [1] "Printing bimodalQuantile Normalization QC Plots"

## [1] "Running tSNE with perplexity: 100 for normalization: bimodalQuantile"

## [1] "Printing Quantile Normalization QC Plots"

## [1] "Running tSNE with perplexity: 100 for normalization: Quantile"

## [1] "Printing log2Center Normalization QC Plots"

## [1] "Running tSNE with perplexity: 100 for normalization: log2Center"

## [1] "Printing CLR Normalization QC Plots"

## [1] "Running tSNE with perplexity: 100 for normalization: CLR"

Generate Hashing Calls

df <- NULL
# methods <- c()
methods <- c("bff_quantile")
# 
# methods <- c("bff_quantile", "bff_threshold")
# methods <- c("htodemux", "multiseq", "seqnd", "threshold", "bff_opt_rec", "bff_opt_rec2", "bff_opt", "bff_rec", "bff_rec2", "bff")
# methods <- c("bff_opt_rec", "bff_opt_rec2", "bff_opt", "bff_rec2", "bff")
# methods <- c("bff", "bff_rec2")
# methods <- c("threshold")
if (nrow(barcodeData) > 0 && ncol(barcodeData) > 0){

    if (!is.null(saveOriginalCellBarcodeFile)) {
      cellbarcodeWhitelist <- read.table(saveOriginalCellBarcodeFile, header = FALSE, col.names = c('cellbarcode'))
      cellbarcodeWhitelist <- cellbarcodeWhitelist$cellbarcode
    }
  
  # seuratObj <- NormalizeData(seuratObj, assay = "HTO", normalization.method = "CLR")
  # 
  # seuratObj <- Seurat::HTODemux(seuratObj, assay = "HTO", positive.quantile = 0.99)
  
df <- GenerateCellHashingCalls(barcodeMatrix = barcodeData, methods = methods, cellbarcodeWhitelist = cellbarcodeWhitelist, metricsFile = metricsFile, bff_threshold.simple_threshold=TRUE, bff_quantile.simple_threshold=FALSE)
# bff_quantile.doublet_thresh=0.5, bff_quantile.neg_thresh=0.5, bff_quantile.pos_dist=0.5, bff_quantile.neg_dist=0.5)
    write.table(df, file = callFile, sep = '\t', row.names = FALSE, quote = FALSE)

    if (!is.null(saveOriginalCellBarcodeFile)) {
      unlink(saveOriginalCellBarcodeFile)
  }
} else {
    stop('No passing cells were found in the count matrix')
}

## [1] "simple_threshold"
## [1] "Starting BFF"
## [1] "rows dropped for low counts: 0 of 12"
## [1] "Simple Threshold:  FALSE"
## [1] "Doublet thresh:  0.25"
## [1] "Neg thresh:  1"
## [1] "Pos dist:  1"
## [1] "Neg dist:  0.25"
## [1] "Threshold for Bar3 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar6 may be placed too low, recalculating with more smoothing."
## [1] "Threshold for Bar10 may be placed too low, recalculating with more smoothing."

## [1] "Thresholds:"
## [1] "Bar12: 137.151892801071"
## [1] "Bar11: 102.592857053663"
## [1] "Bar10: 120.470435769312"
## [1] "Bar9: 119.659480982515"
## [1] "Bar8: 119.596540915918"
## [1] "Bar7: 123.530408587221"
## [1] "Bar6: 64.5189266781703"
## [1] "Bar5: 102.110102511377"
## [1] "Bar4: 726.272305621596"
## [1] "Bar3: 74.6864494967058"
## [1] "Bar2: 1109.13666439723"
## [1] "Bar1: 214.548613859228"

## [1] "Generating consensus calls"

## [1] "Total concordant: 5779"
## [1] "Total discordant: 0 (0%)"

Final Calls

if (!is.null(df)) {
  knitr::kable(head(df, n = 10))
}

Summary of Negative Cells

if (!is.null(df)) {
  SummarizeCellsByClassification(calls = df, barcodeMatrix = barcodeData)
} else {
  print('Something went wrong scoring cells')
}

# 
# # barcodeWhitelist <- c(barcodeWhitelist, BFFBarcodeWhitelist)
# #
# # if (!is.null(citeSeqCountDir)) {
# #   saturation <- PlotLibrarySaturation(citeSeqCountDir, metricsFile = metricsFile)
# # }
# #
# # barcodeData <- ProcessCountMatrix(rawCountData = rawCountData, minCountPerCell = minCountPerCell, barcodeWhitelist = barcodeWhitelist, saveOriginalCellBarcodeFile = saveOriginalCellBarcodeFile, metricsFile = metricsFile)
# 
# 
# barcodeData <- barcodeData[!row.names(barcodeData) %in% BFFBarcodeBlocklist,]
# 
# if ((nrow(barcodeData) == 0)) {
#   stop('No passing barcodes')
# }
# 
# if (ncol(barcodeData) == 0) {
#   stop('No passing cells')
# }
# 
# ```
# 
# # Generate Hashing Calls
# 
# ```{r GenerateCalls2}
# callFile <- "/Users/boggy/bimberlab/cell_type_calls_bff.csv"
# # callFile <- '/Users/boggy/bimberlab/457-1-GEX_bff.csv'
# 
# df <- NULL
# # methods <- c("htodemux", "threshold", "multiseq", "seqnd", "bff")
# # methods <- c("htodemux", "multiseq", "seqnd", "threshold", "bff_opt_rec", "bff_opt_rec2", "bff_opt", "bff_rec", "bff_rec2", "bff")
# # methods <- c("bff_opt_rec", "bff_opt_rec2", "bff_opt", "bff_rec2", "bff_rec", "bff_opt_dist", "bff_dist", "bff")
# # methods <- c("bff")
# methods <- c("bff_rec2", "bff_dist", "bff")
# # methods <- c("bff", "bff_rec2")
# # methods <- c("threshold")
# if (nrow(barcodeData) > 0 && ncol(barcodeData) > 0){
# 
#   if (!is.null(saveOriginalCellBarcodeFile)) {
#     cellbarcodeWhitelist <- read.table(saveOriginalCellBarcodeFile, header = FALSE, col.names = c('cellbarcode'))
#     cellbarcodeWhitelist <- cellbarcodeWhitelist$cellbarcode
#   }
# 
#   df <- GenerateCellHashingCalls(barcodeMatrix = barcodeData, methods = methods, cellbarcodeWhitelist = cellbarcodeWhitelist, metricsFile = metricsFile)
#   write.table(df, file = callFile, sep = '\t', row.names = FALSE, quote = FALSE)
# 
#   if (!is.null(saveOriginalCellBarcodeFile)) {
#     unlink(saveOriginalCellBarcodeFile)
#   }
# } else {
#   stop('No passing cels were found in the count matrix')
# }
# 
# ```
# 
# # Final Calls
# 
# ```{r FinalCalls2}
# 
# if (!is.null(df)) {
#   knitr::kable(head(df, n = 10))
# }
# 
# ```
# 
# # Summary of Negative Cells
# 
# ```{r SummarizeNegatives2}
# 
# if (!is.null(df)) {
#   SummarizeCellsByClassification(calls = df, barcodeMatrix = barcodeData)
# } else {
#   print('Something went wrong scoring cells')
# }
# 
# ```
# 
# 
# # Print Session Info
# 
# ```{r SessionInfo}
# 
# sessionInfo()